Browsing Brage NMBU by Author "Crossa, Jose"
Now showing items 1-10 of 10
-
A Bayesian genomic multi-output regressor stacking model for predicting multi-trait multi-environment plant breeding data
Montesinos-Lopez, Osval A.; Montesinos-Lopez, Abelardo; Crossa, Jose; Cuevas, Jaime; Montesinos-Lopez, Jose C.; Zitlalli, Salas Gutierrez; Lillemo, Morten; Philomin, Juliana; Singh, Ravi P. (Peer reviewed; Journal article, 2019)In this paper we propose a Bayesian multi-output regressor stacking (BMORS) model that is a generalization of the multi-trait regressor stacking method. The proposed BMORS model consists of two stages: in the first stage, ... -
A New Deep Learning Calibration Method Enhances Genome-Based Prediction of Continuous Crop Traits
Montesinos-López, Osval A.; Montesinos-López, Abelardo; Mosqueda-González, Brandon A.; Bentley, Alison R.; Lillemo, Morten; Varshney, Rajeev K.; Crossa, Jose (Peer reviewed; Journal article, 2021) -
Approximate genome-based kernel models for large data sets including main effects and interactions
Cuevas, Jaime; Montesinos-Lopez, Osval A.; Martini, J.W.R.; Perez-Rodriguez, Paulino; Lillemo, Morten; Crossa, Jose (Peer reviewed; Journal article, 2020)The rapid development of molecular markers and sequencing technologies has made it possible to use genomic prediction (GP) and selection (GS) in animal and plant breeding. However, when the number of observations (n) is ... -
Comparing gradient boosting machine and Bayesian threshold BLUP for genome-based prediction of categorical traits in wheat breeding
Montesinos-Lopez, Osval A.; Gonzales, Henry Nicole; Montesinos-Lopez, Abelardo; Daza-Torres, Maria; Lillemo, Morten; Montesinos-Lopez, Jose Cricelio; Crossa, Jose (Peer reviewed; Journal article, 2022) -
Evaluation of strategies to optimize training populations for genomic prediction in oat (Avena sativa)
Sørensen, Espen Sannes; Jansen, Constantin; Windju, Susanne Skinnehaugen; Crossa, Jose; Sonesson, Anna Kristina; Lillemo, Morten; Alsheikh, Muath K (Peer reviewed; Journal article, 2022) -
Evaluering av strategier for å optimalisere treningspopulasjoner for genomisk prediksjon i havre (Avena sativa)
Sørensen, Espen Sannes; Jansen, Constantin; Windju, Susanne Skinnehaugen; Crossa, Jose; Sonesson, Anna Kristina; Lillemo, Morten; Alsheikh, Muath K (Peer reviewed; Journal article, 2022) -
Grain yield in Norwegian spring wheat : past, present, and future : historical genetic gains, their genetic basis, and prospects of future improvement using phenomics
Mroz, Tomasz (PhD thesis;2023:52, Doctoral thesis, 2023)Bread wheat is among the most critical staples worldwide and is essential to Norway’s food production. The aftermath of the green revolution nearly eradicated Norwegian wheat production in the 1950s and 1960s. The lack of ... -
Partial Least Squares Enhances Genomic Prediction of New Environments
Montesinos-Lopez, Osval A.; Montesinos-Lopez, Abelardo; Kismiantini, Kismiantini; Roman-Gallardo, Armando; Gardner, Keith; Lillemo, Morten; Fritsche-Neto, Roberto; Crossa, Jose (Peer reviewed; Journal article, 2022) -
An R Package for Bayesian Analysis of Multi-environment and Multi-trait Multi-environment Data for Genome-based Prediction
Montesinos-Lopez, Osval A.; Montesinos-Lopez, Abelardo; Luna-Vazquez, Francisco Javier; Toledo, Fernando H.; Perez-Rodriguez, Paulino; Lillemo, Morten; Crossa, Jose (Peer reviewed; Journal article, 2019)Evidence that genomic selection (GS) is a technology that is revolutionizing plant breeding continues to grow. However, it is very well documented that its success strongly depends on statistical models, which are used by ... -
Using genome-wide associations, predictions, and selection to improve fusarium head blight disease resistance in wheat
Nannuru, Vinay Kumar Reddy (PhD thesis;2023:39, Doctoral thesis, 2023)Wheat is a well-adapted hexaploid crop and is a staple food for most parts of the world, commonly called bread wheat (Triticum aestivum L.). The history of first cultivation of wheat dates back to 10 000 years ago. It is ...